{"id":"W4401420629","doi":"10.32920/26520772","title":"Impact of Nut Consumption on Cognition across the Lifespan","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Nuts composition and effects","field":"Nursing","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital","funders":"","keywords":"Cognitive decline; Dementia; Cognition; Polyunsaturated fatty acid; Environmental health; Gerontology; Medicine; alpha-Linolenic acid; Disease; Biology; Fatty acid; Psychiatry; Docosahexaenoic acid; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002503855,0.0002130208,0.0002231873,0.00007766686,0.00008958702,0.0001404559,0.0001429609,0.0002163411,0.0003205166],"category_scores_gemma":[0.00003192186,0.0001308003,0.0003268439,0.00006932977,0.0000921208,0.00002215217,0.0002175627,0.0006871318,0.0008092899],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001324945,"about_ca_system_score_gemma":0.00002587578,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000151579,"about_ca_topic_score_gemma":0.00001888203,"domain_scores_codex":[0.9989077,0.0001586198,0.0002294688,0.0002861625,0.0002227087,0.0001953357],"domain_scores_gemma":[0.999164,0.0002243096,0.0001213145,0.0003632423,0.00007386696,0.0000532092],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.01742656,0.004172794,0.01645911,0.0254714,0.003705481,0.0001141853,0.02616673,0.01475013,0.2332289,0.007770753,0.4412561,0.2094779],"study_design_scores_gemma":[0.007814095,0.006425946,0.4985677,0.02381206,0.002247021,0.0002110074,0.0007196732,0.03290641,0.319925,0.1025785,0.00154457,0.003248014],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9887521,0.000165211,0.00005995573,0.001256191,0.002493939,0.0005940954,0.0001598664,0.0002114437,0.006307186],"genre_scores_gemma":[0.9988673,0.00002273004,0.00002878309,0.0003642201,0.0002695169,0.0000318932,0.0001572612,0.00002964993,0.0002286365],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4821086,"threshold_uncertainty_score":0.9999687,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03727420555161193,"score_gpt":0.3852125900322943,"score_spread":0.3479383844806824,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}